Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: EXTL2

Gene summary for EXTL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXTL2

Gene ID

2135

Gene nameexostosin like glycosyltransferase 2
Gene AliasEXTR2
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0006029

UniProtAcc

Q9UBQ6


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
2135EXTL2LZE7THumanEsophagusESCC1.47e-052.93e-010.0667
2135EXTL2P1T-EHumanEsophagusESCC2.86e-041.99e-010.0875
2135EXTL2P2T-EHumanEsophagusESCC7.37e-163.47e-010.1177
2135EXTL2P4T-EHumanEsophagusESCC8.39e-092.50e-010.1323
2135EXTL2P5T-EHumanEsophagusESCC1.77e-067.84e-020.1327
2135EXTL2P8T-EHumanEsophagusESCC3.28e-162.56e-010.0889
2135EXTL2P9T-EHumanEsophagusESCC2.32e-081.34e-010.1131
2135EXTL2P10T-EHumanEsophagusESCC3.47e-366.14e-010.116
2135EXTL2P11T-EHumanEsophagusESCC6.28e-083.21e-010.1426
2135EXTL2P12T-EHumanEsophagusESCC2.44e-244.60e-010.1122
2135EXTL2P15T-EHumanEsophagusESCC2.12e-031.22e-010.1149
2135EXTL2P16T-EHumanEsophagusESCC1.99e-202.34e-010.1153
2135EXTL2P20T-EHumanEsophagusESCC4.44e-132.43e-010.1124
2135EXTL2P21T-EHumanEsophagusESCC7.43e-121.19e-010.1617
2135EXTL2P22T-EHumanEsophagusESCC4.69e-091.07e-010.1236
2135EXTL2P23T-EHumanEsophagusESCC3.21e-122.82e-010.108
2135EXTL2P24T-EHumanEsophagusESCC3.33e-081.31e-010.1287
2135EXTL2P26T-EHumanEsophagusESCC1.53e-232.57e-010.1276
2135EXTL2P27T-EHumanEsophagusESCC3.34e-171.74e-010.1055
2135EXTL2P28T-EHumanEsophagusESCC2.15e-071.29e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00092256EsophagusESCCnucleotide-sugar metabolic process29/855236/187231.91e-051.67e-0429
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:00092255Oral cavityOSCCnucleotide-sugar metabolic process26/730536/187235.44e-054.51e-0426
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
GO:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:0006040Oral cavityOSCCamino sugar metabolic process24/730542/187231.30e-024.34e-0224
GO:00092257ThyroidPTCnucleotide-sugar metabolic process23/596836/187237.78e-056.66e-0423
GO:00064866ThyroidPTCprotein glycosylation94/5968226/187231.25e-037.13e-0394
GO:00434136ThyroidPTCmacromolecule glycosylation94/5968226/187231.25e-037.13e-0394
GO:00700855ThyroidPTCglycosylation96/5968240/187234.57e-032.15e-0296
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
EXTL2insertionFrame_Shift_Insnovelc.56_57insGGAGp.Arg20GlufsTer26p.R20Efs*26Q9UBQ6protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
EXTL2SNVMissense_Mutationnovelc.369N>Gp.Phe123Leup.F123LQ9UBQ6protein_codingtolerated(0.11)benign(0.217)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
EXTL2SNVMissense_Mutationc.166A>Cp.Lys56Glnp.K56QQ9UBQ6protein_codingtolerated(0.38)benign(0.198)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXTL2SNVMissense_Mutationnovelc.338N>Ap.Ser113Tyrp.S113YQ9UBQ6protein_codingdeleterious(0.04)possibly_damaging(0.681)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EXTL2SNVMissense_Mutationc.350N>Gp.His117Argp.H117RQ9UBQ6protein_codingtolerated(0.21)probably_damaging(0.966)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
EXTL2SNVMissense_Mutationc.749N>Gp.Phe250Cysp.F250CQ9UBQ6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EXTL2SNVMissense_Mutationc.224G>Cp.Arg75Thrp.R75TQ9UBQ6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AF-3913-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyxelodaPD
EXTL2SNVMissense_Mutationnovelc.232C>Ap.Leu78Ilep.L78IQ9UBQ6protein_codingtolerated(0.64)benign(0.201)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EXTL2SNVMissense_Mutationnovelc.88T>Gp.Leu30Valp.L30VQ9UBQ6protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.991)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
EXTL2deletionFrame_Shift_Delc.486delNp.Phe162LeufsTer14p.F162Lfs*14Q9UBQ6protein_codingTCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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